Victory Cake is a term that refers to any and all desserts that are eaten in celebration of or in anticipation for an event. Victory Cake may reference cakes, pies, smoothies, milk shakes, and cookies among hundreds of other options. Sometimes no special occasion demands the need for Victory Cake.